.. _ray-oss-list:

Community libraries that integrate with Ray
===========================================

This page lists libraries that integrate with Ray for distributed execution. If you'd like to add your project to this list, feel free to file a pull request or open an issue on GitHub.


Horovod
-------

Horovod is a distributed deep learning training framework for TensorFlow, Keras, PyTorch, and Apache MXNet. The goal of Horovod is to make distributed deep learning fast and easy to use.

[`Link to integration <https://horovod.readthedocs.io/en/stable/ray_include.html>`__]

MARS
----

Mars is a tensor-based unified framework for large-scale data computation which scales Numpy, Pandas and Scikit-learn.

[:ref:`Link to integration <mars-on-ray>`]

Spacy
-----
spaCy is a library for advanced Natural Language Processing in Python and Cython. It's built on the very latest research, and was designed from day one to be used in real products.

[`Link to integration <https://pypi.org/project/spacy-ray/>`__]


Hugging Face Transformers
-------------------------

State-of-the-art Natural Language Processing for Pytorch and TensorFlow 2.0.

[`Link to integration <https://huggingface.co/transformers/master/main_classes/trainer.html#transformers.Trainer.hyperparameter_search>`__]

Seldon Alibi
------------

Alibi is an open source Python library aimed at machine learning model inspection and interpretation. The focus of the library is to provide high-quality implementations of black-box, white-box, local and global explanation methods for classification and regression models.

Github: `https://github.com/SeldonIO/alibi <https://github.com/SeldonIO/alibi>`__


Intel Analytics Zoo
-------------------

Analytics Zoo seamless scales TensorFlow, Keras and PyTorch to distributed big data (using Spark, Flink & Ray).

[`Link to integration <https://analytics-zoo.github.io/master/#ProgrammingGuide/rayonspark/>`__]

Modin
-----

Scale your pandas workflows by changing one line of code.

Github: `https://github.com/modin-project/modin/ <https://github.com/modin-project/modin/>`__


ClassyVision
------------

An end-to-end framework for image and video classification.

[`Link to integration <https://classyvision.ai/tutorials/ray_aws>`__]

PyCaret
-------

An open-source, low-code machine learning library in Python.

Github: `https://github.com/pycaret/pycaret/ <https://github.com/pycaret/pycaret/>`_

Flambe
------

Flambé is a machine learning experimentation framework built to accelerate the entire research life cycle. Flambé’s main objective is to provide a unified interface for prototyping models, running experiments containing complex pipelines, monitoring those experiments in real-time, reporting results, and deploying a final model for inference.

Github: `https://github.com/asappresearch/flambe <https://github.com/asappresearch/flambe>`_